Pith Number

pith:HYNXX2D3

pith:2024:HYNXX2D3BBZ7N5IJCMATS754SI

not attested not anchored not stored refs pending

Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs

Kecheng Zheng, Shi Liu, Wei Chen

arxiv:2407.21771 v1 · 2024-07-31 · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HYNXX2D3BBZ7N5IJCMATS754SI}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

5 papers in Pith

A Closer Look at Failure Modes in Temporal Understanding of Large Audio-Language Models

VidHal: Benchmarking Temporal Hallucinations in Vision LLMs

Adaptive Residual-Update Steering for Low-Overhead Hallucination Mitigation in Large Vision Language Models

Mitigating Hallucination in Large Vision-Language Models via Adaptive Attention Calibration

When Prompts Override Vision: Prompt-Induced Hallucinations in LVLMs

Receipt and verification

First computed	2026-07-05T08:50:43.379569Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3e1b7be87b0873f6f5091301397fbc920ab580a687ad87eefc3752388a619a12

Aliases

arxiv: 2407.21771 · arxiv_version: 2407.21771v1 · doi: 10.48550/arxiv.2407.21771 · pith_short_12: HYNXX2D3BBZ7 · pith_short_16: HYNXX2D3BBZ7N5IJ · pith_short_8: HYNXX2D3

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/HYNXX2D3BBZ7N5IJCMATS754SI \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 3e1b7be87b0873f6f5091301397fbc920ab580a687ad87eefc3752388a619a12

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "538ad52543425a342aea7fdc4f86d538aa93c8a656dcaa6d767690e9898c9336",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-31T17:46:57Z",
    "title_canon_sha256": "8a823ed20d3b9ff79b6e55191fd42bba4c869c136e360d7e0cf93ca41e964f99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.21771",
    "kind": "arxiv",
    "version": 1
  }
}